---
title: "Researchers made AI agents better by turning academic papers into working code — no retraining required"
date: 2026-10-21
source: http://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6ad93db1748b40ba94c7cb28bc8fa3b4&url=https%3a%2f%2fventurebeat.com%2forchestration%2fresearchers-made-ai-agents-better-by-turning-academic-papers-into-working-code-no-retraining-required&c=5185267623884019724&mkt=en-us
description: "ScholarEvolve uses published research to improve AI agents, raising Qwen's AppWorld task completion from 69% to 81.4% without retraining the model."
---

# Researchers made AI agents better by turning academic papers into working code — no retraining required

ScholarEvolve uses published research to improve AI agents, raising Qwen's AppWorld task completion from 69% to 81.4% without retraining the model.

*Published: 2026-10-21*